Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Introduction to Edge AI for Computer Vision for Government
- Overview of Edge AI and its benefits for government operations
- Comparison: Cloud AI vs. Edge AI in the context of public sector applications
- Key challenges in real-time image processing for government use cases
Deploying Deep Learning Models on Edge Devices for Government
- Introduction to TensorFlow Lite and OpenVINO for government applications
- Optimizing and quantizing models for edge deployment in public sector environments
- Case study: Running YOLOv8 on an edge device in a government setting
Hardware Acceleration for Real-Time Inference for Government
- Overview of edge computing hardware (Jetson, Coral, FPGAs) suitable for government use
- Leveraging GPU and TPU acceleration in government systems
- Benchmarking and performance evaluation for government applications
Real-Time Object Detection and Tracking for Government
- Implementing object detection with YOLO models for government purposes
- Tracking moving objects in real-time in public sector scenarios
- Enhancing detection accuracy with sensor fusion for government operations
Optimization Techniques for Edge AI for Government
- Reducing model size with pruning and quantization for government applications
- Techniques for reducing latency and power consumption in government systems
- Edge AI model retraining and fine-tuning for government use cases
Integrating Edge AI with IoT Systems for Government
- Deploying AI models on smart cameras and IoT devices in government facilities
- Edge AI and real-time decision-making in public sector operations
- Communication between edge devices and cloud systems for government applications
Security and Ethical Considerations in Edge AI for Government
- Data privacy concerns in edge AI applications for government
- Ensuring model security against adversarial attacks in public sector environments
- Compliance with AI regulations and ethical AI principles for government use
Summary and Next Steps for Government
Requirements
- Familiarity with computer vision concepts for government applications
- Experience with Python and deep learning frameworks
- Basic knowledge of edge computing and IoT devices
Audience
- Computer vision engineers for government projects
- AI developers in public sector roles
- IOT professionals supporting government initiatives
21 Hours
Testimonials (1)
I genuinely enjoyed the hands-on approach.
